IoT23 Intitial Profiling

Dataset statistics

Number of variables	21
Number of observations	452
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	74.3 KiB
Average record size in memory	168.3 B

Variable types

CAT	14
NUM	7

Warnings

`id.orig_h` has constant value "452"	Constant
`local_orig` has constant value "452"	Constant
`local_resp` has constant value "452"	Constant
`label` has constant value "452"	Constant
`duration` has a high cardinality: 328 distinct values	High cardinality
`orig_ip_bytes` is highly correlated with `orig_pkts`	High correlation
`orig_pkts` is highly correlated with `orig_ip_bytes`	High correlation
`resp_ip_bytes` is highly correlated with `resp_pkts`	High correlation
`resp_pkts` is highly correlated with `resp_ip_bytes`	High correlation
`proto` is highly correlated with `id.resp_h` and 3 other fields	High correlation
`id.resp_h` is highly correlated with `proto`	High correlation
`orig_bytes` is highly correlated with `proto` and 2 other fields	High correlation
`service` is highly correlated with `orig_bytes` and 1 other fields	High correlation
`resp_bytes` is highly correlated with `proto` and 1 other fields	High correlation
`conn_state` is highly correlated with `orig_bytes` and 1 other fields	High correlation
`history` is highly correlated with `proto` and 1 other fields	High correlation
`orig_ip_bytes` is highly skewed (γ1 = 21.10297932)	Skewed
`resp_pkts` is highly skewed (γ1 = 21.25341521)	Skewed
`resp_ip_bytes` is highly skewed (γ1 = 21.13153196)	Skewed
`ts` has unique values	Unique
`uid` has unique values	Unique
`missed_bytes` has 445 (98.5%) zeros	Zeros
`resp_pkts` has 14 (3.1%) zeros	Zeros
`resp_ip_bytes` has 14 (3.1%) zeros	Zeros

Reproduction

Analysis started	2022-04-08 02:57:35.052096
Analysis finished	2022-04-08 02:57:43.222995
Duration	8.17 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

ts
Categorical

UNIQUE

Distinct	452
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

1540469302.538640	1
1540519325.009016	1
1540523840.194421	1
1540523840.251867	1
1540522940.130301	1
Other values (447)	447

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
1540469302.538640	1	0.2%
1540519325.009016	1	0.2%
1540523840.194421	1	0.2%
1540523840.251867	1	0.2%
1540522940.130301	1	0.2%
1540522940.187248	1	0.2%
1540522924.948932	1	0.2%
1540522924.947934	1	0.2%
1540522924.848239	1	0.2%
1540522924.791044	1	0.2%
Other values (442)	442	97.8%

Frequencies of value counts

Unique

Unique	452 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	17
Median length	17
Mean length	17
Min length	17

uid
Categorical

UNIQUE

Distinct	452
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

CGm6jB4dXK71ZDWUDh	1
C8k0ZJ3nN2F72zMFkk	1
CdYm3Z1mg8aMUUU5z8	1
CbeaqN34EdECULHYvg	1
CfsVBw4Ck8w5UNxUBk	1
Other values (447)	447

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CGm6jB4dXK71ZDWUDh	1	0.2%
C8k0ZJ3nN2F72zMFkk	1	0.2%
CdYm3Z1mg8aMUUU5z8	1	0.2%
CbeaqN34EdECULHYvg	1	0.2%
CfsVBw4Ck8w5UNxUBk	1	0.2%
CSrevYRCgCuOIGzh8	1	0.2%
CCW3831vLWWHnpR768	1	0.2%
CEJoxH3YHDX6tGKDRd	1	0.2%
Cu5sdC3zirq7VRrm7f	1	0.2%
CmH8Jx22E27bJRQZX8	1	0.2%
Other values (442)	442	97.8%

Frequencies of value counts

Unique

Unique	452 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	18
Median length	18
Mean length	17.73672566
Min length	15

id.orig_h
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

192.168.1.132	452

Frequencies
Length

Value	Count	Frequency (%)
192.168.1.132	452	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	13
Mean length	13
Min length	13

id.orig_p
Real number (ℝ_≥0)

Distinct	438
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	48306.52212
Minimum	68
Maximum	60977
Zeros	0
Zeros (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	68
5-th percentile	33787.85
Q1	41905
median	52594
Q3	56663.25
95-th percentile	60642.25
Maximum	60977
Range	60909
Interquartile range (IQR)	14758.25

Descriptive statistics

Standard deviation	11877.4796
Coefficient of variation (CV)	0.2458773491
Kurtosis	5.425613441
Mean	48306.52212
Median Absolute Deviation (MAD)	5748
Skewness	-2.006986542
Sum	21834548
Variance	141074521.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1900	13	2.9%
35128	2	0.4%
68	2	0.4%
40766	1	0.2%
53675	1	0.2%
34698	1	0.2%
53674	1	0.2%
55930	1	0.2%
58584	1	0.2%
36088	1	0.2%
Other values (428)	428	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
68	2	0.4%
1900	13	2.9%
32812	1	0.2%
32893	1	0.2%
33185	1	0.2%

Value	Count	Frequency (%)
60977	1	0.2%
60966	1	0.2%
60902	1	0.2%
60901	1	0.2%
60900	1	0.2%

id.resp_h
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

192.168.1.1	193
2.16.60.82	47
2.16.60.139	39
216.239.35.12	27
216.239.35.4	26
Other values (10)	120

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
192.168.1.1	193	42.7%
2.16.60.82	47	10.4%
2.16.60.139	39	8.6%
216.239.35.12	27	6.0%
216.239.35.4	26	5.8%
216.239.35.8	26	5.8%
216.239.35.0	25	5.5%
52.215.95.120	22	4.9%
52.209.221.67	21	4.6%
239.255.255.250	13	2.9%
Other values (5)	13	2.9%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.7%

Histogram of lengths of the category

Length

Max length	15
Median length	11
Mean length	11.54424779
Min length	10

id.resp_p
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	201.4446903
Minimum	53
Maximum	1900
Zeros	0
Zeros (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	53
5-th percentile	53
Q1	53
median	80
Q3	123
95-th percentile	443
Maximum	1900
Range	1847
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	327.3297246
Coefficient of variation (CV)	1.624911156
Kurtosis	18.23972042
Mean	201.4446903
Median Absolute Deviation (MAD)	27
Skewness	4.074979924
Sum	91053
Variance	107144.7486
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
53	191	42.3%
123	104	23.0%
443	88	19.5%
80	54	11.9%
1900	13	2.9%
67	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
53	191	42.3%
67	2	0.4%
80	54	11.9%
123	104	23.0%
443	88	19.5%

Value	Count	Frequency (%)
1900	13	2.9%
443	88	19.5%
123	104	23.0%
80	54	11.9%
67	2	0.4%

proto
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

udp	310
tcp	142

Frequencies
Length

Value	Count	Frequency (%)
udp	310	68.6%
tcp	142	31.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

service
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

-	205
dns	191
http	54
dhcp	2

Frequencies
Length

Value	Count	Frequency (%)
-	205	45.4%
dns	191	42.3%
http	54	11.9%
dhcp	2	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	2.216814159
Min length	1

duration
Categorical

HIGH CARDINALITY

Distinct	328
Distinct (%)	72.6%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

0.000499	17
0.000500	16
0.003497	14
0.011492	11
0.011493	8
Other values (323)	386

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0.000499	17	3.8%
0.000500	16	3.5%
0.003497	14	3.1%
0.011492	11	2.4%
0.011493	8	1.8%
0.003496	6	1.3%
0.000501	6	1.3%
0.000498	5	1.1%
0.000750	4	0.9%
0.003248	4	0.9%
Other values (318)	361	79.9%

Frequencies of value counts

Unique

Unique	282 ?
Unique (%)	62.4%

Histogram of lengths of the category

Length

Max length	12
Median length	8
Mean length	8.061946903
Min length	1

orig_bytes
Categorical

HIGH CORRELATION

Distinct	32
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

48	103
0	87
34	87
37	86
1847	40
Other values (27)	49

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
48	103	22.8%
0	87	19.2%
34	87	19.2%
37	86	19.0%
1847	40	8.8%
41	12	2.7%
46	6	1.3%
1595	3	0.7%
3768	3	0.7%
1846	2	0.4%
Other values (22)	23	5.1%

Frequencies of value counts

Unique

Unique	21 ?
Unique (%)	4.6%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.130530973
Min length	1

resp_bytes
Categorical

HIGH CORRELATION

Distinct	28
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

48	103
0	100
297	59
791	22
100	22
Other values (23)	146

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
48	103	22.8%
0	100	22.1%
297	59	13.1%
791	22	4.9%
100	22	4.9%
132	22	4.9%
1539	21	4.6%
179	21	4.6%
442	21	4.6%
311	20	4.4%
Other values (18)	41	9.1%

Frequencies of value counts

Unique

Unique	8 ?
Unique (%)	1.8%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	2.365044248
Min length	1

conn_state
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

SF	436
S0	14
RSTR	1
OTH	1

Frequencies
Length

Value	Count	Frequency (%)
SF	436	96.5%
S0	14	3.1%
RSTR	1	0.2%
OTH	1	0.2%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.006637168
Min length	2

local_orig
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

-	452

Frequencies
Length

Value	Count	Frequency (%)
-	452	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

local_resp
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

-	452

Frequencies
Length

Value	Count	Frequency (%)
-	452	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

missed_bytes
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	45.23230088
Minimum	0
Maximum	7363
Zeros	445
Zeros (%)	98.5%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7363
Range	7363
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	440.0602524
Coefficient of variation (CV)	9.728893817
Kurtosis	188.8288646
Mean	45.23230088
Median Absolute Deviation (MAD)	0
Skewness	12.8332795
Sum	20445
Variance	193653.0257
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	445	98.5%
1539	4	0.9%
4006	1	0.2%
2920	1	0.2%
7363	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	445	98.5%
1539	4	0.9%
2920	1	0.2%
4006	1	0.2%
7363	1	0.2%

Value	Count	Frequency (%)
7363	1	0.2%
4006	1	0.2%
2920	1	0.2%
1539	4	0.9%
0	445	98.5%

history
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

Dd	296
ShAFf	76
ShADadfF	23
ShADadtfF	18
D	14
Other values (9)	25

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Dd	296	65.5%
ShAFf	76	16.8%
ShADadfF	23	5.1%
ShADadtfF	18	4.0%
D	14	3.1%
ShAFaf	11	2.4%
ShADacfgF	4	0.9%
ShADadFf	3	0.7%
ShADafdtF	2	0.4%
ShADacgdFf	1	0.2%
Other values (4)	4	0.9%

Frequencies of value counts

Unique

Unique	5 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	10
Median length	2
Mean length	3.35840708
Min length	1

orig_pkts
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	19
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29.61061947
Minimum	1
Maximum	8124
Zeros	0
Zeros (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	4
95-th percentile	7
Maximum	8124
Range	8123
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	412.0304476
Coefficient of variation (CV)	13.91495534
Kurtosis	340.4733873
Mean	29.61061947
Median Absolute Deviation (MAD)	0
Skewness	17.99008783
Sum	13384
Variance	169769.0897
Monotocity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	297	65.7%
4	52	11.5%
5	35	7.7%
7	27	6.0%
6	23	5.1%
12	4	0.9%
8	2	0.4%
192	1	0.2%
90	1	0.2%
48	1	0.2%
Other values (9)	9	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	297	65.7%
4	52	11.5%
5	35	7.7%
6	23	5.1%
7	27	6.0%

Value	Count	Frequency (%)
8124	1	0.2%
3291	1	0.2%
192	1	0.2%
186	1	0.2%
168	1	0.2%

orig_ip_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	37
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7543.911504
Minimum	62
Maximum	2778408
Zeros	0
Zeros (%)	0.0%
Memory size	3.5 KiB

Quantile statistics

Minimum	62
5-th percentile	62
Q1	65
median	76
Q3	172
95-th percentile	2151
Maximum	2778408
Range	2778346
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	130951.1101
Coefficient of variation (CV)	17.35851621
Kurtosis	447.4120307
Mean	7543.911504
Median Absolute Deviation (MAD)	14
Skewness	21.10297932
Sum	3409848
Variance	1.714819325e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
76	104	23.0%
62	87	19.2%
65	86	19.0%
172	52	11.5%
212	34	7.5%
2099	18	4.0%
69	12	2.7%
2139	12	2.7%
2151	10	2.2%
74	6	1.3%
Other values (27)	31	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
62	87	19.2%
65	86	19.0%
69	12	2.7%
74	6	1.3%
76	104	23.0%

Value	Count	Frequency (%)
2778408	1	0.2%
157263	1	0.2%
65664	1	0.2%
63612	1	0.2%
57456	1	0.2%

resp_pkts
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	12
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.805309735
Minimum	0
Maximum	2667
Zeros	14
Zeros (%)	3.1%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	7
Maximum	2667
Range	2667
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	125.3688029
Coefficient of variation (CV)	16.06198948
Kurtosis	451.8044618
Mean	7.805309735
Median Absolute Deviation (MAD)	0
Skewness	21.25341521
Sum	3528
Variance	15717.33673
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	296	65.5%
3	45	10.0%
2	42	9.3%
6	23	5.1%
7	20	4.4%
0	14	3.1%
5	6	1.3%
4	2	0.4%
12	1	0.2%
8	1	0.2%
Other values (2)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	3.1%
1	296	65.5%
2	42	9.3%
3	45	10.0%
4	2	0.4%

Value	Count	Frequency (%)
2667	1	0.2%
12	1	0.2%
10	1	0.2%
8	1	0.2%
7	20	4.4%

resp_ip_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	37
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	581.8517699
Minimum	0
Maximum	129675
Zeros	14
Zeros (%)	3.1%
Memory size	3.5 KiB

Quantile statistics

Minimum	0
5-th percentile	76
Q1	76
median	144
Q3	325
95-th percentile	1043
Maximum	129675
Range	129675
Interquartile range (IQR)	249

Descriptive statistics

Standard deviation	6097.843503
Coefficient of variation (CV)	10.48006351
Kurtosis	448.3253249
Mean	581.8517699
Median Absolute Deviation (MAD)	68
Skewness	21.13153196
Sum	262997
Variance	37183695.39
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
76	103	22.8%
325	59	13.1%
92	42	9.3%
144	35	7.7%
128	22	4.9%
160	22	4.9%
207	21	4.6%
470	21	4.6%
339	20	4.4%
0	14	3.1%
Other values (27)	93	20.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	3.1%
69	3	0.7%
76	103	22.8%
85	4	0.9%
92	42	9.3%

Value	Count	Frequency (%)
129675	1	0.2%
1831	8	1.8%
1823	9	2.0%
1755	1	0.2%
1429	1	0.2%

label
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.5 KiB

- benign -	452

Frequencies
Length

Value	Count	Frequency (%)
- benign -	452	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	ts	uid	id.orig_h	id.orig_p	id.resp_h	id.resp_p	proto	service	duration	orig_bytes	resp_bytes	conn_state	local_orig	local_resp	history	orig_pkts	orig_ip_bytes	resp_pkts	resp_ip_bytes	label
0	1540469302.538640	CGm6jB4dXK71ZDWUDh	192.168.1.132	58687.0	216.239.35.4	123.0	udp	-	0.114184	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
1	1540469197.400159	CnaDAG3n5r8eiG4su2	192.168.1.132	1900.0	239.255.255.250	1900.0	udp	-	160.367579	7536	0	S0	-	-	D	24.0	8208.0	0.0	0.0	- benign -
2	1540469385.734089	CUrxU238nt0m6yTgKf	192.168.1.132	32893.0	216.239.35.8	123.0	udp	-	0.016986	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
3	1540469831.302625	CGQf8t1kjdxB5PHXL4	192.168.1.132	53395.0	2.16.60.82	443.0	tcp	-	0.003497	0	0	SF	-	-	ShAFf	5.0	212.0	3.0	144.0	- benign -
4	1540469831.265405	CUo9DH2QDnCaBIGjkg	192.168.1.132	52801.0	192.168.1.1	53.0	udp	dns	0.036724	34	311	SF	-	-	Dd	1.0	62.0	1.0	339.0	- benign -
5	1540469418.379528	CAvXOZ3htimWEtglii	192.168.1.132	1900.0	239.255.255.250	1900.0	udp	-	384.518261	15072	0	S0	-	-	D	48.0	16416.0	0.0	0.0	- benign -
6	1540470081.850824	CfJsUD2NGQvnK2p7Vd	192.168.1.132	58124.0	216.239.35.12	123.0	udp	-	0.270332	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
7	1540470187.222098	CVwKZS98dRvk1jeH2	192.168.1.132	35313.0	216.239.35.0	123.0	udp	-	0.111429	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
8	1540470355.430009	CzbHG4aoHRooWvyMg	192.168.1.132	46064.0	216.239.35.4	123.0	udp	-	0.114433	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
9	1540470419.608808	CbTB0B2ZnnDWLAIml3	192.168.1.132	45230.0	216.239.35.8	123.0	udp	-	0.016984	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -

Last rows

	ts	uid	id.orig_h	id.orig_p	id.resp_h	id.resp_p	proto	service	duration	orig_bytes	resp_bytes	conn_state	local_orig	local_resp	history	orig_pkts	orig_ip_bytes	resp_pkts	resp_ip_bytes	label
442	1540546342.573531	CXE9W73ARSXvekc7zl	192.168.1.132	53721.0	2.16.60.82	443.0	tcp	-	0.011492	0	0	SF	-	-	ShAFf	4.0	172.0	2.0	92.0	- benign -
443	1540546342.514567	CLmNqS1wVzSMQE0Ci6	192.168.1.132	38092.0	192.168.1.1	53.0	udp	dns	0.058485	34	311	SF	-	-	Dd	1.0	62.0	1.0	339.0	- benign -
444	1540546435.585552	CRBVbs1mwnvbI8ZHjg	192.168.1.132	58805.0	216.239.35.8	123.0	udp	-	0.016969	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
445	1540546651.702119	C7eJcB3DaLYw7Knw09	192.168.1.132	55520.0	216.239.35.0	123.0	udp	-	0.109427	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
446	1540546960.912617	CDjRbg4l3sbCPrEpmh	192.168.1.132	35983.0	216.239.35.4	123.0	udp	-	0.116680	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
447	1540547242.647507	CaITg437HfJAXTXZ44	192.168.1.132	53722.0	2.16.60.82	443.0	tcp	-	0.011493	0	0	SF	-	-	ShAFf	4.0	172.0	2.0	92.0	- benign -
448	1540547242.580300	ChD10Y1fVGrFvMpD6g	192.168.1.132	43799.0	192.168.1.1	53.0	udp	dns	0.066709	34	297	SF	-	-	Dd	1.0	62.0	1.0	325.0	- benign -
449	1540547904.130404	Caxyou4MZpRXfDBG8h	192.168.1.132	51285.0	216.239.35.12	123.0	udp	-	0.270107	48	48	SF	-	-	Dd	1.0	76.0	1.0	76.0	- benign -
450	1540469198.477548	CkHQfG3B034MyvP3W	192.168.1.132	37653.0	104.155.18.91	443.0	tcp	-	78840.329305	25624	22995	OTH	-	-	AaDd	3291.0	157263.0	2667.0	129675.0	- benign -
451	1540477674.054085	ClZeN63S7LbgEs2ZNk	192.168.1.132	1900.0	239.255.255.250	1900.0	udp	-	70334.105742	2550936	0	S0	-	-	D	8124.0	2778408.0	0.0	0.0	- benign -

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows